feat: Major update - Physics docs, Zernike OPD, insights, NX journals, tools

Documentation:
- Add docs/06_PHYSICS/ with Zernike fundamentals and OPD method docs
- Add docs/guides/CMA-ES_EXPLAINED.md optimization guide
- Update CLAUDE.md and ATOMIZER_CONTEXT.md with current architecture
- Update OP_01_CREATE_STUDY protocol

Planning:
- Add DYNAMIC_RESPONSE plans for random vibration/PSD support
- Add OPTIMIZATION_ENGINE_MIGRATION_PLAN for code reorganization

Insights System:
- Update design_space, modal_analysis, stress_field, thermal_field insights
- Improve error handling and data validation

NX Journals:
- Add analyze_wfe_zernike.py for Zernike WFE analysis
- Add capture_study_images.py for automated screenshots
- Add extract_expressions.py and introspect_part.py utilities
- Add user_generated_journals/journal_top_view_image_taking.py

Tests & Tools:
- Add comprehensive Zernike OPD test suite
- Add audit_v10 tests for WFE validation
- Add tools for Pareto graphs and mirror data extraction
- Add migrate_studies_to_topics.py utility

Knowledge Base:
- Initialize LAC (Learning Atomizer Core) with failure/success patterns

Dashboard:
- Update Setup.tsx and launch_dashboard.py
- Add restart-dev.bat helper script

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
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#!/usr/bin/env python
"""
Extract Mirror Optical Specifications from FEA Mesh Geometry
This tool analyzes mirror mesh geometry to estimate optical specifications
including focal length, aperture diameter, f-number, and radius of curvature.
Usage:
# From study directory containing OP2 files
python -m optimization_engine.tools.extract_mirror_optical_specs .
# From specific OP2 file
python -m optimization_engine.tools.extract_mirror_optical_specs path/to/results.op2
# Save to study README
python -m optimization_engine.tools.extract_mirror_optical_specs . --update-readme
Output:
- Console: Optical specifications summary
- Optional: Updates parent README.md with validated specs
Author: Atomizer Framework
"""
from pathlib import Path
import argparse
import sys
# Add project root to path (tools/ is at project root, so parent is Atomizer/)
sys.path.insert(0, str(Path(__file__).parent.parent))
import numpy as np
def find_op2_file(path: Path) -> Path:
"""Find an OP2 file from path (file or directory)."""
path = Path(path)
if path.is_file() and path.suffix.lower() == '.op2':
return path
if path.is_dir():
# Look in common locations
search_patterns = [
'**/2_iterations/**/*.op2',
'**/*.op2',
'2_iterations/**/*.op2',
'1_setup/model/*.op2',
]
for pattern in search_patterns:
op2_files = list(path.glob(pattern))
if op2_files:
# Return most recent
return max(op2_files, key=lambda p: p.stat().st_mtime)
raise FileNotFoundError(f"No OP2 file found in {path}")
def extract_optical_specs(op2_path: Path, verbose: bool = True) -> dict:
"""
Extract optical specifications from mirror mesh geometry.
Args:
op2_path: Path to OP2 file
verbose: Print detailed output
Returns:
dict with optical specifications
"""
from optimization_engine.extractors.extract_zernike_opd import (
ZernikeOPDExtractor,
estimate_focal_length_from_geometry
)
if verbose:
print(f"Analyzing: {op2_path}")
print("=" * 60)
extractor = ZernikeOPDExtractor(op2_path)
# Get geometry
geo = extractor.node_geometry
all_pos = np.array(list(geo.values()))
x, y, z = all_pos[:, 0], all_pos[:, 1], all_pos[:, 2]
# Compute radius/diameter
r = np.sqrt(x**2 + y**2)
# Estimate focal length
focal = estimate_focal_length_from_geometry(x, y, z, concave=True)
# Derived quantities
diameter = 2 * r.max()
f_number = focal / diameter
RoC = 2 * focal # Radius of curvature
sag = r.max()**2 / (4 * focal) # Surface sag at edge
central_obs = r.min() if r.min() > 1.0 else 0.0 # Central obscuration
# Parabola fit quality check
r_sq = x**2 + y**2
A = np.column_stack([r_sq, np.ones_like(r_sq)])
coeffs, _, _, _ = np.linalg.lstsq(A, z, rcond=None)
a, b = coeffs
z_fit = a * r_sq + b
rms_error = np.sqrt(np.mean((z - z_fit)**2))
# Determine fit quality
if rms_error < 0.1:
fit_quality = "Excellent"
fit_note = "Focal length estimate is reliable"
elif rms_error < 1.0:
fit_quality = "Good"
fit_note = "Focal length estimate is reasonably accurate"
else:
fit_quality = "Poor"
fit_note = "Consider using explicit focal length from optical design"
specs = {
'aperture_diameter_mm': diameter,
'aperture_radius_mm': r.max(),
'focal_length_mm': focal,
'f_number': f_number,
'radius_of_curvature_mm': RoC,
'surface_sag_mm': sag,
'central_obscuration_mm': central_obs,
'node_count': len(geo),
'x_range_mm': (x.min(), x.max()),
'y_range_mm': (y.min(), y.max()),
'z_range_mm': (z.min(), z.max()),
'parabola_fit_rms_mm': rms_error,
'fit_quality': fit_quality,
'fit_note': fit_note,
'source_file': str(op2_path),
}
if verbose:
print()
print("MIRROR OPTICAL SPECIFICATIONS (from mesh geometry)")
print("=" * 60)
print()
print(f"Aperture Diameter: {diameter:.1f} mm ({diameter/1000:.3f} m)")
print(f"Aperture Radius: {r.max():.1f} mm")
if central_obs > 0:
print(f"Central Obscuration: {central_obs:.1f} mm")
print()
print(f"Estimated Focal Length: {focal:.1f} mm ({focal/1000:.3f} m)")
print(f"Radius of Curvature: {RoC:.1f} mm ({RoC/1000:.3f} m)")
print(f"f-number (f/D): f/{f_number:.2f}")
print()
print(f"Surface Sag at Edge: {sag:.2f} mm")
print()
print("--- Mesh Statistics ---")
print(f"Node count: {len(geo)}")
print(f"X range: {x.min():.1f} to {x.max():.1f} mm")
print(f"Y range: {y.min():.1f} to {y.max():.1f} mm")
print(f"Z range: {z.min():.2f} to {z.max():.2f} mm")
print()
print("--- Parabola Fit Quality ---")
print(f"RMS fit residual: {rms_error:.4f} mm ({rms_error*1000:.2f} µm)")
print(f"Quality: {fit_quality} - {fit_note}")
print()
print("=" * 60)
return specs
def generate_readme_section(specs: dict) -> str:
"""Generate markdown section for README."""
return f"""## 2. Optical Prescription
> **Source**: Estimated from mesh geometry. Validate against optical design.
| Parameter | Value | Units | Status |
|-----------|-------|-------|--------|
| Aperture Diameter | {specs['aperture_diameter_mm']:.1f} | mm | Estimated |
| Focal Length | {specs['focal_length_mm']:.1f} | mm | Estimated |
| f-number | f/{specs['f_number']:.2f} | - | Computed |
| Radius of Curvature | {specs['radius_of_curvature_mm']:.1f} | mm | Computed (2×f) |
| Central Obscuration | {specs['central_obscuration_mm']:.1f} | mm | From mesh |
| Surface Type | Parabola | - | Assumed |
**Fit Quality**: {specs['fit_quality']} ({specs['fit_note']})
### 2.1 Usage in OPD Extractor
For rigorous WFE analysis, use explicit focal length:
```python
from optimization_engine.extractors import ZernikeOPDExtractor
extractor = ZernikeOPDExtractor(
op2_file,
focal_length={specs['focal_length_mm']:.1f}, # mm - validate against design
concave=True
)
```
"""
def update_readme(study_dir: Path, specs: dict):
"""Update parent README with optical specs."""
readme_path = study_dir / 'README.md'
if not readme_path.exists():
print(f"README.md not found at {readme_path}")
return False
content = readme_path.read_text(encoding='utf-8')
# Find and replace optical prescription section
new_section = generate_readme_section(specs)
# Look for existing section
import re
pattern = r'## 2\. Optical Prescription.*?(?=## 3\.|$)'
if re.search(pattern, content, re.DOTALL):
content = re.sub(pattern, new_section + '\n---\n\n', content, flags=re.DOTALL)
print(f"Updated optical prescription in {readme_path}")
else:
print(f"Could not find '## 2. Optical Prescription' section in {readme_path}")
print("Please add manually or check section numbering.")
return False
readme_path.write_text(content, encoding='utf-8')
return True
def main():
parser = argparse.ArgumentParser(
description='Extract mirror optical specifications from FEA mesh',
formatter_class=argparse.RawDescriptionHelpFormatter,
epilog="""
Examples:
# Analyze current study directory
python -m optimization_engine.tools.extract_mirror_optical_specs .
# Analyze specific OP2 file
python -m optimization_engine.tools.extract_mirror_optical_specs results.op2
# Update parent README with specs
python -m optimization_engine.tools.extract_mirror_optical_specs . --update-readme
"""
)
parser.add_argument('path', type=str,
help='Path to OP2 file or study directory')
parser.add_argument('--update-readme', action='store_true',
help='Update parent README.md with optical specs')
parser.add_argument('--quiet', '-q', action='store_true',
help='Suppress detailed output')
parser.add_argument('--json', action='store_true',
help='Output specs as JSON')
args = parser.parse_args()
try:
path = Path(args.path).resolve()
op2_path = find_op2_file(path)
specs = extract_optical_specs(op2_path, verbose=not args.quiet and not args.json)
if args.json:
import json
print(json.dumps(specs, indent=2, default=str))
if args.update_readme:
# Find study root (parent of geometry type folder)
study_dir = path if path.is_dir() else path.parent
# Go up to geometry type level
while study_dir.name not in ['studies', ''] and not (study_dir / 'README.md').exists():
if (study_dir.parent / 'README.md').exists():
study_dir = study_dir.parent
break
study_dir = study_dir.parent
if (study_dir / 'README.md').exists():
update_readme(study_dir, specs)
else:
print(f"Could not find parent README.md to update")
except FileNotFoundError as e:
print(f"Error: {e}")
sys.exit(1)
except Exception as e:
print(f"Error: {e}")
import traceback
traceback.print_exc()
sys.exit(1)
if __name__ == '__main__':
main()